
minimum 8+ yrs of experience Strong proficiency in Python and ML libraries (NumPy, Pandas, Scikitlearn) Handson experience with machine learning algorithms (regression, classification, clustering, ensembles) Experience with deep learning frameworks (TensorFlow, PyTorch, or Keras) Working knowledge of data preprocessing, feature engineering, and model evaluation Experience building and consuming REST APIs (Flask, FastAPI, or similar) Database experience with SQL or NoSQL Version control using Git and collaborative development practices